{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2b949f9f",
   "metadata": {},
   "source": [
    "# BLIP: Inference Demo\n",
    " - [Image Captioning](#Image-Captioning)\n",
    " - [VQA](#VQA)\n",
    " - [Feature Extraction](#Feature-Extraction)\n",
    " - [Image Text Matching](#Image-Text-Matching)"
   ]
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": [
    "import os\n",
    "import sys\n",
    "print(sys.path)"
   ],
   "id": "bbcda702b72be6f",
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "id": "a811a65f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T09:56:06.209128Z",
     "start_time": "2025-03-24T09:56:04.805735Z"
    }
   },
   "source": [
    "from PIL import Image\n",
    "import requests\n",
    "import torch\n",
    "from torchvision import transforms\n",
    "from torchvision.transforms.functional import InterpolationMode\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "def load_demo_image(image_size,device):\n",
    "    img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' \n",
    "    img = Image.open('image_test.jpg')\n",
    "    # raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB')   \n",
    "    raw_image = img.convert('RGB')   \n",
    "\n",
    "    w,h = raw_image.size\n",
    "    display(raw_image.resize((w//5,h//5)))\n",
    "    \n",
    "    transform = transforms.Compose([\n",
    "        transforms.Resize((image_size,image_size),interpolation=InterpolationMode.BICUBIC),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.48145466, 0.4578275, 0.40821073), (0.26862954, 0.26130258, 0.27577711))\n",
    "        ]) \n",
    "    image = transform(raw_image).unsqueeze(0).to(device)   \n",
    "    return image"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "id": "f72f4406",
   "metadata": {},
   "source": [
    "# Image Captioning\n",
    "Perform image captioning using finetuned BLIP model"
   ]
  },
  {
   "cell_type": "code",
   "id": "6835daef",
   "metadata": {},
   "source": [
    "from BLIP.BLIP.models.blip import blip_decoder\n",
    "\n",
    "image_size = 384\n",
    "image = load_demo_image(image_size=image_size, device=device)\n",
    "\n",
    "model_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_capfilt_large.pth'\n",
    "    \n",
    "model = blip_decoder(pretrained=model_url, image_size=image_size, vit='base')\n",
    "model.eval()\n",
    "model = model.to(device)\n",
    "\n",
    "with torch.no_grad():\n",
    "    # beam search\n",
    "    caption = model.generate(image, sample=False, num_beams=3, max_length=20, min_length=5) \n",
    "    # nucleus sampling\n",
    "    # caption = model.generate(image, sample=True, top_p=0.9, max_length=20, min_length=5) \n",
    "    print('caption: '+caption[0])"
   ],
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "markdown",
   "id": "fac320a2",
   "metadata": {},
   "source": [
    "# VQA\n",
    "Perform visual question answering using finetuned BLIP model"
   ]
  },
  {
   "cell_type": "code",
   "id": "5e6f3fb1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T09:56:28.861977Z",
     "start_time": "2025-03-24T09:56:07.768257Z"
    }
   },
   "source": [
    "from BLIP.BLIP.models.blip_vqa import blip_vqa\n",
    "\n",
    "image_size = 480\n",
    "image = load_demo_image(image_size=image_size, device=device)     \n",
    "\n",
    "model_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_vqa_capfilt_large.pth'\n",
    "    \n",
    "model = blip_vqa(pretrained=model_url, image_size=image_size, vit='base')\n",
    "model.eval()\n",
    "model = model.to(device)\n",
    "\n",
    "question = 'what is the color of cloth?'\n",
    "\n",
    "with torch.no_grad():\n",
    "    answer = model(image, question, train=False, inference='generate') \n",
    "    print('answer: '+answer[0])"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=287x185>"
      ],
      "image/png": "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",
      "image/jpeg": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "从 https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_vqa_capfilt_large.pth 加载 checkpoint\n",
      "answer: blue and white\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "id": "6100e519",
   "metadata": {},
   "source": [
    "# Feature Extraction"
   ]
  },
  {
   "cell_type": "code",
   "id": "4f8f21ed",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T09:57:44.885698Z",
     "start_time": "2025-03-24T09:57:28.229287Z"
    }
   },
   "source": [
    "from BLIP.BLIP.models.blip import blip_feature_extractor\n",
    "\n",
    "image_size = 224\n",
    "image = load_demo_image(image_size=image_size, device=device)     \n",
    "\n",
    "model_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base.pth'\n",
    "    \n",
    "model = blip_feature_extractor(pretrained=model_url, image_size=image_size, vit='base')\n",
    "model.eval()\n",
    "model = model.to(device)\n",
    "\n",
    "caption = 'a woman sitting on the beach with a dog'\n",
    "\n",
    "multimodal_feature = model(image, caption, mode='multimodal')[0,0]\n",
    "image_feature = model(image, caption, mode='image')[0,0]\n",
    "text_feature = model(image, caption, mode='text')[0,0]"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=287x185>"
      ],
      "image/png": "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",
      "image/jpeg": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "从 https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base.pth 加载 checkpoint\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "id": "201e1146",
   "metadata": {},
   "source": [
    "# Image-Text Matching"
   ]
  },
  {
   "cell_type": "code",
   "id": "49ba5906",
   "metadata": {},
   "source": [
    "from BLIP.BLIP.models.blip_itm import blip_itm\n",
    "\n",
    "image_size = 384\n",
    "image = load_demo_image(image_size=image_size,device=device)\n",
    "\n",
    "model_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_retrieval_coco.pth'\n",
    "    \n",
    "model = blip_itm(pretrained=model_url, image_size=image_size, vit='base')\n",
    "model.eval()\n",
    "model = model.to(device='cpu')\n",
    "\n",
    "caption = 'a girl laying on the bed'\n",
    "\n",
    "print('text: %s' %caption)\n",
    "\n",
    "itm_output = model(image,caption,match_head='itm')\n",
    "itm_score = torch.nn.functional.softmax(itm_output,dim=1)[:,1]\n",
    "print('The image and text is matched with a probability of %.4f'%itm_score)\n",
    "\n",
    "itc_score = model(image,caption,match_head='itc')\n",
    "print('The image feature and text feature has a cosine similarity of %.4f'%itc_score)"
   ],
   "outputs": [],
   "execution_count": null
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
